Solving Partial Differential Equations on Sine-Gordon continuous parameter space (test)
1,328Memory Usage (MB)Naive Concat-PINN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Naive Concat-PINNDimension (D)=100, Zero-shot=true2026.06 | 1,328 | — | 0.05 | |
| PRISMDimension (D)=100, Zero-shot=true2026.06 | 1,328 | 0.0072 | 0.05 | |
| PRISMDimension (D)=1,000, Zero-shot=true2026.06 | 1,788 | 0.0006 | 0.75 | |
| PRISMDimension (D)=5,000, Zero-shot=true2026.06 | 3,335 | 0.0018 | 1.18 | |
| Naive Concat-PINNDimension (D)=1,000, Zero-shot=true2026.06 | 4,425 | — | 4.75 | |
| PRISMDimension (D)=10,000, Zero-shot=true2026.06 | 4,527 | 0.0019 | 1.5 | |
| PRISMDimension (D)=100,000, Zero-shot=true2026.06 | 32,777 | 0.0022 | 12 | |
| Naive Concat-PINNDimension (D)=5,000, Zero-shot=true2026.06 | 56,563 | — | 30.54 | |
| Naive Concat-PINNDimension (D)=10,000, Zero-shot=true2026.06 | 81,252 | — | — | |
| Naive Concat-PINNDimension (D)=100,000, Zero-shot=true2026.06 | 81,252 | — | — |